{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "imperial-helmet",
   "metadata": {},
   "source": [
    "# STL to extract trend and seasonality"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "third-shipping",
   "metadata": {},
   "source": [
    "[Feature Engineering for Time Series Forecasting](https://www.trainindata.com/p/feature-engineering-for-forecasting)\n",
    "\n",
    "In this notebook we demonstrate how to use STL to extract seasonality and trend from a time series. \n",
    "\n",
    "We will work with a monthly retail sales dataset (found [here](https://raw.githubusercontent.com/facebook/prophet/master/examples/example_retail_sales.csv)).\n",
    "\n",
    "For instructions on how to download, prepare, and store the dataset, refer to notebook number 1, in the folder \"01-Create-Datasets\" from this repo.\n",
    "\n",
    "## Data Set Synopsis\n",
    "\n",
    "The timeseries is collected between January 1992 and May 2016.\n",
    "\n",
    "It consists of a single series of monthly values representing sales volumes. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "supposed-frequency",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from statsmodels.tsa.seasonal import STL\n",
    "\n",
    "sns.set_context(\"talk\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "italian-porcelain",
   "metadata": {},
   "source": [
    "# Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "helpful-fireplace",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\n",
    "    \"../Datasets/example_retail_sales.csv\", parse_dates=[\"ds\"], index_col=[\"ds\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "critical-elder",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ds</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1992-01-01</th>\n",
       "      <td>146376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-02-01</th>\n",
       "      <td>147079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-03-01</th>\n",
       "      <td>159336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-04-01</th>\n",
       "      <td>163669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-05-01</th>\n",
       "      <td>170068</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 y\n",
       "ds                \n",
       "1992-01-01  146376\n",
       "1992-02-01  147079\n",
       "1992-03-01  159336\n",
       "1992-04-01  163669\n",
       "1992-05-01  170068"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "respective-israeli",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Retail Sales')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.plot(marker=\".\", figsize=[12, 5])\n",
    "ax.set_title(\"Retail Sales\")\n",
    "ax.set_xlabel(\"Time\")\n",
    "ax.set_ylabel(\"Retail Sales\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "nominated-fashion",
   "metadata": {},
   "source": [
    "# STL parameters"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "operating-secret",
   "metadata": {},
   "source": [
    "STL has a number of parameters which mostly parameterise the multiple applications of LOESS that occur in the algorithm. The default values of these parameters are typically good enough and the only parameters that requires some attention are the `seasonal`, `period`, and `robust` parameter."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "alone-plant",
   "metadata": {},
   "source": [
    "`seasonal`: Determines the window size for LOESS used when smoothing the seasonal component (i.e, the cycle-subseries). As a reminder, the cycle-subseries is the time series formed by the sequence of values from the same period in the seasonal cycle (e.g., the sequence of all the values which occured on January over each year, the sequence of all the values which occured on February over each year, etc.). Hence, this parameter determines how smooth the seasonal component is for the same period (e.g., every January) across multiple seasonal cycles (e.g, multiple years).\n",
    "\n",
    "`period`: The periodicity of the seasonal component (e.g., for yearly seasonality and monthly data, this would be 12 because the seasonal pattern repeats every 12 periods). This variable is used to determine the cycle-subseries and also in the low pass filtering step of the algorithm.\n",
    "\n",
    "`robust`: A flag to use robustness weights during regression in LOESS. This ensures robustness to outliers.\n",
    "\n",
    "For completeness we describe the other parameters in more detail below and illustrate where adjusting some of these parameters could be useful later in the notebook."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "vocal-wilson",
   "metadata": {},
   "source": [
    "The main parameters of STL come about from the repeated use of LOESS to smooth various time series in the algorithm. LOESS is used in the following areas in the STL aglorithm, we specify the corresponding LOESS parameters:\n",
    "\n",
    "1) Smoothing the seasonal component (i.e., the seasonal cycle-subseries)\n",
    "- `seasonal`: LOESS window size\n",
    "- `seasonal_deg`: Degree of the polynomial to use when doing regression in LOESS. \n",
    "- `seasonal_jump`: Reduces computational cost of applying LOESS by not evaluating LOESS at every data point but instead evaluating it at a given point and then skipping the number of points specified by this parameter before evaluating LOESS again at a new data point. The intermediate skipped points are evaluated using a linear interpolation instead.\n",
    "\n",
    "2) Low pass filtering the cycle-subseries\n",
    "- `low_pass`: LOESS window size\n",
    "- `low_pass_deg`: Degree of the polynomial to use when doing regression in LOESS. \n",
    "- `low_pass_jump`: Reduces computational cost of applying LOESS by not evaluating LOESS at every data point but instead evaluating it at a given point and then skipping the number of points specified by this parameter before evaluating LOESS again at a new data point. The intermediate skipped points are evaluated using a linear interpolation instead.\n",
    "\n",
    "3) Smoothing the trend component after de-seasonalising the data\n",
    "- `trend`: LOESS window size\n",
    "- `trend_deg`: Degree of the polynomial to use when doing regression in LOESS. \n",
    "- `trend_jump`: Reduces computational cost of applying LOESS by not evaluating LOESS at every data point but instead evaluating it at a given point and then skipping the number of points specified by this parameter before evaluating LOESS again at a new data point. The intermediate skipped points are evaluated using a linear interpolation instead."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "sealed-logic",
   "metadata": {},
   "source": [
    "# Using STL to extract trend and seasonality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "stuck-scott",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Perform STL decomposition\n",
    "res = STL(\n",
    "    endog=df[\"y\"],  # Y values\n",
    "    period=12,  # The periodicity of the seasonal component\n",
    "    seasonal=7,  # Determines the window size for LOESS used\n",
    "    # when smoothing the seasonal component\n",
    "    # (i.e, the cycle-subseries)\n",
    "    robust=True  # Flag to use robust regression when\n",
    "    # fitting the LOESS curves so the fit\n",
    "    # is robust to outliers\n",
    ").fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bacterial-parking",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the full decomposition\n",
    "plt.rc(\"figure\", figsize=(10, 10))\n",
    "plt.rc(\"font\", size=5)\n",
    "res.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "isolated-bacon",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>y</th>\n",
       "      <th>trend</th>\n",
       "      <th>seasonal</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ds</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1992-01-01</th>\n",
       "      <td>146376</td>\n",
       "      <td>163507.268049</td>\n",
       "      <td>-18105.934264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-02-01</th>\n",
       "      <td>147079</td>\n",
       "      <td>164270.425274</td>\n",
       "      <td>-19220.032341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-03-01</th>\n",
       "      <td>159336</td>\n",
       "      <td>165042.317260</td>\n",
       "      <td>-5396.563294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-04-01</th>\n",
       "      <td>163669</td>\n",
       "      <td>165822.245976</td>\n",
       "      <td>-885.576431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-05-01</th>\n",
       "      <td>170068</td>\n",
       "      <td>166609.427740</td>\n",
       "      <td>2929.056385</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 y          trend      seasonal\n",
       "ds                                             \n",
       "1992-01-01  146376  163507.268049 -18105.934264\n",
       "1992-02-01  147079  164270.425274 -19220.032341\n",
       "1992-03-01  159336  165042.317260  -5396.563294\n",
       "1992-04-01  163669  165822.245976   -885.576431\n",
       "1992-05-01  170068  166609.427740   2929.056385"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Extract the trend and seasonality individually\n",
    "df[\"trend\"] = res.trend\n",
    "df[\"seasonal\"] = res.seasonal\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "governing-sherman",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Seasonal component')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the trend\n",
    "fig, ax = plt.subplots(figsize=[12, 5])\n",
    "df.plot(y=\"y\", marker=\".\", ax=ax)\n",
    "df.plot(y=\"trend\", ax=ax, linewidth=3)\n",
    "ax.set_title(\"Retail Sales\")\n",
    "ax.set_xlabel(\"Time\")\n",
    "ax.set_ylabel(\"Retail Sales\")\n",
    "\n",
    "\n",
    "# Plot seasonality\n",
    "fig, ax = plt.subplots(figsize=[12, 5])\n",
    "df.plot(y=\"seasonal\", marker=\".\", ax=ax)\n",
    "ax.set_title(\"Seasonal component of Retail Sales\")\n",
    "ax.set_xlabel(\"Time\")\n",
    "ax.set_ylabel(\"Seasonal component\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "worst-passenger",
   "metadata": {},
   "source": [
    "# Obtaining constant seasonality"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aware-spell",
   "metadata": {},
   "source": [
    "With the parameters we used in the previous section the magnitude of the seasonal component can change over time. This means, for example, the magnitude of the January component of the seasonality can vary with time. Depending on the context this may be a desired property or not. This behaviour arises from the smooth curve that is fitted to the cycle sub-series."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "continent-inspector",
   "metadata": {},
   "source": [
    "We can see this by plotting the seasonal component and the de-trended data for each cycle sub-series (i.e., for each in month this case)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bored-paragraph",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Perform STL decomposition\n",
    "res = STL(\n",
    "    endog=df[\"y\"],  # Y values\n",
    "    period=12,  # The periodicity of the seasonal component\n",
    "    seasonal=7,  # Determines the window size for LOESS used\n",
    "    # when smoothing the seasonal component\n",
    "    # (i.e, the cycle-subseries)\n",
    "    robust=True  # Flag to use robust regression when\n",
    "    # fitting the LOESS curves so the fit\n",
    "    # is robust to outliers\n",
    ").fit()\n",
    "\n",
    "# Extract the trend and seasonality individually\n",
    "df[\"trend\"] = res.trend\n",
    "df[\"seasonal\"] = res.seasonal\n",
    "df[\"y_detrended\"] = df[\"y\"] - df[\"trend\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "portuguese-wonder",
   "metadata": {},
   "outputs": [],
   "source": [
    "fig, ax = plt.subplots(nrows=4, ncols=3, figsize=[15, 20])\n",
    "ax = ax.flatten()\n",
    "for i in range(0, 12):\n",
    "    df[df.index.month == i + 1].plot(y=\"seasonal\", marker=\".\", ax=ax[i])\n",
    "    df[df.index.month == i + 1].plot(\n",
    "        y=\"y_detrended\", marker=\".\", linestyle=\"\", ax=ax[i]\n",
    "    )\n",
    "    ax[i].set_title(f\"month {i+1}\")\n",
    "    ax[i].set_xlabel(\"Time\")\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "distinct-acceptance",
   "metadata": {},
   "source": [
    "We can see the smooth curve that STL has fit to each cycle sub-series. As a reminder, the smooth fit for each cycle sub-series is obtained through a LOESS fit."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "continuous-navigation",
   "metadata": {},
   "source": [
    "Hence, if we wanted a seasonal component with a constant magnitude over time, then we would want each cycle sub-series to be a constant (i.e., a flat line). This would mean, for example, the January component of the seasonality has a fixed magnitude over time.\n",
    "\n",
    "This can be achieved by increasing the window of the LOESS smoothing for the seasonal component to encompass a large fraction of the data (i.e., set `seasonal` to a value comparable or larger than the length of a cycle sub-series). However, this would still fit a straight line through each cycle-subseries, which is not what we want. We can set the degree of the polynomial fit of LOESS to zero, this means that during LOESS rather than taking a linear regression of a subset of data to fit a line it instead just takes the simple average of the subset of data to fit a flat line. This can be achieved by setting `seasonal_deg` to 0.\n",
    "\n",
    "Let's show this below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "moved-stanley",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Perform STL decomposition\n",
    "res = STL(\n",
    "    endog=df[\"y\"],  # Y values\n",
    "    period=12,  # The periodicity of the seasonal component\n",
    "    seasonal=1001,  # Determines the window size for LOESS used\n",
    "    # when smoothing the seasonal component\n",
    "    # (i.e, the cycle-subseries)\n",
    "    seasonal_deg=0,  # Fit a constant value (i.e., flat line) rather\n",
    "    # than linear regression during LOESS smoothing\n",
    "    # of seasonal component\n",
    "    robust=True  # Flag to use robust regression when\n",
    "    # fitting the LOESS curves so the fit\n",
    "    # is robust to outliers\n",
    ").fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "operating-trance",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Plot the full decomposition\n",
    "plt.rc(\"figure\", figsize=(10, 10))\n",
    "plt.rc(\"font\", size=5)\n",
    "res.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "second-encoding",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract the trend and seasonality individually\n",
    "df[\"trend\"] = res.trend\n",
    "df[\"seasonal\"] = res.seasonal\n",
    "df[\"y_detrended\"] = df[\"y\"] - df[\"trend\"]\n",
    "\n",
    "# Plot the cycle-subseries\n",
    "fig, ax = plt.subplots(nrows=4, ncols=3, figsize=[15, 20])\n",
    "ax = ax.flatten()\n",
    "for i in range(0, 12):\n",
    "    df[df.index.month == i + 1].plot(y=\"seasonal\", marker=\".\", ax=ax[i])\n",
    "    df[df.index.month == i + 1].plot(\n",
    "        y=\"y_detrended\", marker=\".\", linestyle=\"\", ax=ax[i]\n",
    "    )\n",
    "    ax[i].set_title(f\"month {i+1}\")\n",
    "    ax[i].set_xlabel(\"Time\")\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "varied-department",
   "metadata": {},
   "source": [
    "Note: The larger residuals seen in the residual plot above indicate this may be a poorer fit to the data. However, the use case and domain knowledge should be used to determine whether a fixed magnitude seasonal component is desired or not."
   ]
  }
 ],
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